Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1106 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 110 |
| Duplicate rows (%) | 9.9% |
| Total size in memory | 95.2 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
| Dataset has 110 (9.9%) duplicate rows | Duplicates |
Reproduction
| Analysis started | 2020-09-19 14:42:22.539484 |
|---|---|
| Analysis finished | 2020-09-19 14:42:58.514735 |
| Duration | 35.98 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
freight_value
Real number (ℝ≥0)
| Distinct | 470 |
|---|---|
| Distinct (%) | 42.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.20873418 |
|---|---|
| Minimum | 0.03 |
| Maximum | 171.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 7.78 |
| Q1 | 12.55 |
| median | 15.1 |
| Q3 | 17.6 |
| 95-th percentile | 36.5675 |
| Maximum | 171.88 |
| Range | 171.85 |
| Interquartile range (IQR) | 5.05 |
Descriptive statistics
| Standard deviation | 13.32592201 |
|---|---|
| Coefficient of variation (CV) | 0.7743696816 |
| Kurtosis | 35.77575219 |
| Mean | 17.20873418 |
| Median Absolute Deviation (MAD) | 2.55 |
| Skewness | 5.114416 |
| Sum | 19032.86 |
| Variance | 177.5801973 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7.78 | 37 | 3.3% | |
| 15.1 | 31 | 2.8% | |
| 14.1 | 28 | 2.5% | |
| 15.23 | 25 | 2.3% | |
| 11.85 | 25 | 2.3% | |
| 12.55 | 23 | 2.1% | |
| 15.8 | 21 | 1.9% | |
| 9.34 | 16 | 1.4% | |
| 13.62 | 14 | 1.3% | |
| 7.39 | 12 | 1.1% | |
| 8.27 | 11 | 1.0% | |
| 16.68 | 9 | 0.8% | |
| 12.66 | 9 | 0.8% | |
| 13.37 | 9 | 0.8% | |
| 18.23 | 9 | 0.8% | |
| 12.61 | 8 | 0.7% | |
| 15.27 | 8 | 0.7% | |
| 8.72 | 7 | 0.6% | |
| 15.65 | 7 | 0.6% | |
| 10.96 | 7 | 0.6% | |
| 15.92 | 7 | 0.6% | |
| 12.62 | 6 | 0.5% | |
| 15.79 | 6 | 0.5% | |
| 11.15 | 6 | 0.5% | |
| 12.99 | 6 | 0.5% | |
| Other values (445) | 759 | 68.6% |
| Value | Count | Frequency (%) | |
| 0.03 | 3 | 0.3% | |
| 0.48 | 1 | 0.1% | |
| 7.39 | 12 | 1.1% | |
| 7.4 | 2 | 0.2% | |
| 7.41 | 6 | 0.5% | |
| 7.42 | 6 | 0.5% | |
| 7.43 | 2 | 0.2% | |
| 7.45 | 2 | 0.2% | |
| 7.48 | 2 | 0.2% | |
| 7.49 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 171.88 | 1 | 0.1% | |
| 121.22 | 2 | 0.2% | |
| 106.11 | 1 | 0.1% | |
| 104.77 | 4 | 0.4% | |
| 100.75 | 1 | 0.1% | |
| 86.06 | 2 | 0.2% | |
| 83.25 | 1 | 0.1% | |
| 80.43 | 1 | 0.1% | |
| 79.63 | 1 | 0.1% | |
| 77.98 | 1 | 0.1% |
review_score
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.722423146 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.763322631 |
|---|---|
| Coefficient of variation (CV) | 0.6477033644 |
| Kurtosis | -1.732711641 |
| Mean | 2.722423146 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2427037343 |
| Sum | 3011 |
| Variance | 3.109306702 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 509 | 46.0% | |
| 5 | 324 | 29.3% | |
| 4 | 126 | 11.4% | |
| 3 | 84 | 7.6% | |
| 2 | 63 | 5.7% |
| Value | Count | Frequency (%) | |
| 1 | 509 | 46.0% | |
| 2 | 63 | 5.7% | |
| 3 | 84 | 7.6% | |
| 4 | 126 | 11.4% | |
| 5 | 324 | 29.3% |
| Value | Count | Frequency (%) | |
| 5 | 324 | 29.3% | |
| 4 | 126 | 11.4% | |
| 3 | 84 | 7.6% | |
| 2 | 63 | 5.7% | |
| 1 | 509 | 46.0% |
product_photos_qty
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.12477396 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.542396676 |
|---|---|
| Coefficient of variation (CV) | 0.7259109461 |
| Kurtosis | 1.62843218 |
| Mean | 2.12477396 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.43005303 |
| Sum | 2350 |
| Variance | 2.378987505 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 585 | 52.9% | |
| 2 | 194 | 17.5% | |
| 4 | 148 | 13.4% | |
| 3 | 92 | 8.3% | |
| 5 | 39 | 3.5% | |
| 6 | 32 | 2.9% | |
| 7 | 8 | 0.7% | |
| 8 | 6 | 0.5% | |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 585 | 52.9% | |
| 2 | 194 | 17.5% | |
| 3 | 92 | 8.3% | |
| 4 | 148 | 13.4% | |
| 5 | 39 | 3.5% | |
| 6 | 32 | 2.9% | |
| 7 | 8 | 0.7% | |
| 8 | 6 | 0.5% | |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 9 | 2 | 0.2% | |
| 8 | 6 | 0.5% | |
| 7 | 8 | 0.7% | |
| 6 | 32 | 2.9% | |
| 5 | 39 | 3.5% | |
| 4 | 148 | 13.4% | |
| 3 | 92 | 8.3% | |
| 2 | 194 | 17.5% | |
| 1 | 585 | 52.9% |
product_weight_g
Real number (ℝ≥0)
| Distinct | 189 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1176.650995 |
|---|---|
| Minimum | 50 |
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 180 |
| median | 250 |
| Q3 | 700 |
| 95-th percentile | 5937.5 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 520 |
Descriptive statistics
| Standard deviation | 2835.931706 |
|---|---|
| Coefficient of variation (CV) | 2.410172361 |
| Kurtosis | 30.17694717 |
| Mean | 1176.650995 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 4.878108163 |
| Sum | 1301376 |
| Variance | 8042508.638 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 250 | 219 | 19.8% | |
| 200 | 114 | 10.3% | |
| 150 | 73 | 6.6% | |
| 167 | 38 | 3.4% | |
| 173 | 34 | 3.1% | |
| 175 | 29 | 2.6% | |
| 900 | 29 | 2.6% | |
| 500 | 29 | 2.6% | |
| 100 | 28 | 2.5% | |
| 400 | 28 | 2.5% | |
| 180 | 27 | 2.4% | |
| 50 | 24 | 2.2% | |
| 600 | 18 | 1.6% | |
| 1000 | 17 | 1.5% | |
| 300 | 16 | 1.4% | |
| 1025 | 14 | 1.3% | |
| 156 | 14 | 1.3% | |
| 183 | 12 | 1.1% | |
| 700 | 10 | 0.9% | |
| 550 | 10 | 0.9% | |
| 1590 | 9 | 0.8% | |
| 800 | 9 | 0.8% | |
| 450 | 8 | 0.7% | |
| 350 | 7 | 0.6% | |
| 315 | 7 | 0.6% | |
| Other values (164) | 283 | 25.6% |
| Value | Count | Frequency (%) | |
| 50 | 24 | 2.2% | |
| 60 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 75 | 1 | 0.1% | |
| 85 | 2 | 0.2% | |
| 90 | 3 | 0.3% | |
| 100 | 28 | 2.5% | |
| 110 | 1 | 0.1% | |
| 115 | 1 | 0.1% | |
| 125 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 30000 | 1 | 0.1% | |
| 28500 | 1 | 0.1% | |
| 22800 | 1 | 0.1% | |
| 20850 | 1 | 0.1% | |
| 18550 | 1 | 0.1% | |
| 16515 | 1 | 0.1% | |
| 16000 | 2 | 0.2% | |
| 15900 | 1 | 0.1% | |
| 15550 | 2 | 0.2% | |
| 14813 | 1 | 0.1% |
product_length_cm
Real number (ℝ≥0)
| Distinct | 54 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.03616637 |
|---|---|
| Minimum | 14 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 16 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 50 |
| Maximum | 105 |
| Range | 91 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 13.32281252 |
|---|---|
| Coefficient of variation (CV) | 0.5542819231 |
| Kurtosis | 9.452092501 |
| Mean | 24.03616637 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.703695541 |
| Sum | 26584 |
| Variance | 177.4973333 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 16 | 368 | 33.3% | |
| 17 | 141 | 12.7% | |
| 18 | 92 | 8.3% | |
| 20 | 83 | 7.5% | |
| 30 | 48 | 4.3% | |
| 40 | 45 | 4.1% | |
| 19 | 28 | 2.5% | |
| 21 | 27 | 2.4% | |
| 22 | 22 | 2.0% | |
| 25 | 16 | 1.4% | |
| 38 | 15 | 1.4% | |
| 23 | 15 | 1.4% | |
| 35 | 15 | 1.4% | |
| 36 | 13 | 1.2% | |
| 24 | 13 | 1.2% | |
| 50 | 11 | 1.0% | |
| 31 | 10 | 0.9% | |
| 28 | 9 | 0.8% | |
| 60 | 9 | 0.8% | |
| 45 | 9 | 0.8% | |
| 33 | 9 | 0.8% | |
| 26 | 8 | 0.7% | |
| 29 | 8 | 0.7% | |
| 39 | 7 | 0.6% | |
| 37 | 7 | 0.6% | |
| Other values (29) | 78 | 7.1% |
| Value | Count | Frequency (%) | |
| 14 | 6 | 0.5% | |
| 15 | 1 | 0.1% | |
| 16 | 368 | 33.3% | |
| 17 | 141 | 12.7% | |
| 18 | 92 | 8.3% | |
| 19 | 28 | 2.5% | |
| 20 | 83 | 7.5% | |
| 21 | 27 | 2.4% | |
| 22 | 22 | 2.0% | |
| 23 | 15 | 1.4% |
| Value | Count | Frequency (%) | |
| 105 | 4 | 0.4% | |
| 100 | 3 | 0.3% | |
| 82 | 2 | 0.2% | |
| 80 | 2 | 0.2% | |
| 78 | 1 | 0.1% | |
| 77 | 2 | 0.2% | |
| 75 | 1 | 0.1% | |
| 70 | 1 | 0.1% | |
| 69 | 1 | 0.1% | |
| 68 | 4 | 0.4% |
product_height_cm
Real number (ℝ≥0)
| Distinct | 55 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.35985533 |
|---|---|
| Minimum | 2 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 35 |
| Maximum | 105 |
| Range | 103 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 12.60972754 |
|---|---|
| Coefficient of variation (CV) | 0.9438521018 |
| Kurtosis | 14.66356462 |
| Mean | 13.35985533 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 3.02016623 |
| Sum | 14776 |
| Variance | 159.0052286 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 230 | 20.8% | |
| 11 | 103 | 9.3% | |
| 13 | 100 | 9.0% | |
| 10 | 77 | 7.0% | |
| 20 | 66 | 6.0% | |
| 12 | 56 | 5.1% | |
| 16 | 48 | 4.3% | |
| 18 | 36 | 3.3% | |
| 8 | 35 | 3.2% | |
| 6 | 28 | 2.5% | |
| 5 | 27 | 2.4% | |
| 4 | 25 | 2.3% | |
| 14 | 25 | 2.3% | |
| 9 | 24 | 2.2% | |
| 15 | 22 | 2.0% | |
| 7 | 19 | 1.7% | |
| 25 | 17 | 1.5% | |
| 17 | 17 | 1.5% | |
| 30 | 15 | 1.4% | |
| 35 | 12 | 1.1% | |
| 3 | 12 | 1.1% | |
| 19 | 12 | 1.1% | |
| 24 | 11 | 1.0% | |
| 40 | 11 | 1.0% | |
| 47 | 6 | 0.5% | |
| Other values (30) | 72 | 6.5% |
| Value | Count | Frequency (%) | |
| 2 | 230 | 20.8% | |
| 3 | 12 | 1.1% | |
| 4 | 25 | 2.3% | |
| 5 | 27 | 2.4% | |
| 6 | 28 | 2.5% | |
| 7 | 19 | 1.7% | |
| 8 | 35 | 3.2% | |
| 9 | 24 | 2.2% | |
| 10 | 77 | 7.0% | |
| 11 | 103 | 9.3% |
| Value | Count | Frequency (%) | |
| 105 | 4 | 0.4% | |
| 96 | 1 | 0.1% | |
| 87 | 1 | 0.1% | |
| 80 | 1 | 0.1% | |
| 77 | 1 | 0.1% | |
| 66 | 2 | 0.2% | |
| 65 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 61 | 1 | 0.1% | |
| 60 | 3 | 0.3% |
product_width_cm
Real number (ℝ≥0)
| Distinct | 53 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.47377939 |
|---|---|
| Minimum | 11 |
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 13 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 40 |
| Maximum | 105 |
| Range | 94 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 10.70677629 |
|---|---|
| Coefficient of variation (CV) | 0.5498047439 |
| Kurtosis | 11.12146434 |
| Mean | 19.47377939 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.728459791 |
| Sum | 21538 |
| Variance | 114.6350585 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 182 | 16.5% | |
| 11 | 174 | 15.7% | |
| 15 | 129 | 11.7% | |
| 12 | 89 | 8.0% | |
| 13 | 87 | 7.9% | |
| 14 | 68 | 6.1% | |
| 16 | 52 | 4.7% | |
| 40 | 43 | 3.9% | |
| 18 | 38 | 3.4% | |
| 25 | 31 | 2.8% | |
| 17 | 29 | 2.6% | |
| 30 | 28 | 2.5% | |
| 23 | 18 | 1.6% | |
| 35 | 14 | 1.3% | |
| 32 | 12 | 1.1% | |
| 24 | 11 | 1.0% | |
| 31 | 8 | 0.7% | |
| 33 | 7 | 0.6% | |
| 36 | 6 | 0.5% | |
| 22 | 6 | 0.5% | |
| 19 | 6 | 0.5% | |
| 45 | 6 | 0.5% | |
| 21 | 6 | 0.5% | |
| 26 | 5 | 0.5% | |
| 29 | 4 | 0.4% | |
| Other values (28) | 47 | 4.2% |
| Value | Count | Frequency (%) | |
| 11 | 174 | 15.7% | |
| 12 | 89 | 8.0% | |
| 13 | 87 | 7.9% | |
| 14 | 68 | 6.1% | |
| 15 | 129 | 11.7% | |
| 16 | 52 | 4.7% | |
| 17 | 29 | 2.6% | |
| 18 | 38 | 3.4% | |
| 19 | 6 | 0.5% | |
| 20 | 182 | 16.5% |
| Value | Count | Frequency (%) | |
| 105 | 1 | 0.1% | |
| 100 | 1 | 0.1% | |
| 82 | 1 | 0.1% | |
| 79 | 1 | 0.1% | |
| 73 | 1 | 0.1% | |
| 68 | 1 | 0.1% | |
| 67 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 2 | 0.2% | |
| 61 | 1 | 0.1% |
payment_value
Real number (ℝ≥0)
| Distinct | 684 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.947387 |
|---|---|
| Minimum | 0.33 |
| Maximum | 4809.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 0.33 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 68.19 |
| median | 88.91 |
| Q3 | 162.55 |
| 95-th percentile | 536.0075 |
| Maximum | 4809.44 |
| Range | 4809.11 |
| Interquartile range (IQR) | 94.36 |
Descriptive statistics
| Standard deviation | 354.3498513 |
|---|---|
| Coefficient of variation (CV) | 1.958303224 |
| Kurtosis | 64.53082843 |
| Mean | 180.947387 |
| Median Absolute Deviation (MAD) | 35.4 |
| Skewness | 6.868153021 |
| Sum | 200127.81 |
| Variance | 125563.8171 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 165.8 | 20 | 1.8% | |
| 162.55 | 18 | 1.6% | |
| 85.62 | 14 | 1.3% | |
| 86.9 | 10 | 0.9% | |
| 69.14 | 8 | 0.7% | |
| 93.65 | 7 | 0.6% | |
| 37.75 | 6 | 0.5% | |
| 64.17 | 6 | 0.5% | |
| 258 | 6 | 0.5% | |
| 81.51 | 6 | 0.5% | |
| 90.99 | 6 | 0.5% | |
| 93.3 | 6 | 0.5% | |
| 85.41 | 6 | 0.5% | |
| 140.16 | 6 | 0.5% | |
| 1949.52 | 6 | 0.5% | |
| 133.98 | 6 | 0.5% | |
| 87.32 | 6 | 0.5% | |
| 62.78 | 6 | 0.5% | |
| 9.39 | 6 | 0.5% | |
| 63.1 | 6 | 0.5% | |
| 144.3 | 5 | 0.5% | |
| 975.05 | 5 | 0.5% | |
| 89.28 | 5 | 0.5% | |
| 1950.2 | 5 | 0.5% | |
| 73.49 | 5 | 0.5% | |
| Other values (659) | 920 | 83.2% |
| Value | Count | Frequency (%) | |
| 0.33 | 1 | 0.1% | |
| 3.77 | 1 | 0.1% | |
| 6.42 | 1 | 0.1% | |
| 6.48 | 1 | 0.1% | |
| 7.1 | 1 | 0.1% | |
| 7.32 | 1 | 0.1% | |
| 8.26 | 1 | 0.1% | |
| 8.79 | 1 | 0.1% | |
| 9.39 | 6 | 0.5% | |
| 9.46 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4809.44 | 2 | 0.2% | |
| 2442.82 | 1 | 0.1% | |
| 2419.2 | 1 | 0.1% | |
| 2404.72 | 2 | 0.2% | |
| 2026.54 | 1 | 0.1% | |
| 1950.2 | 5 | 0.5% | |
| 1949.52 | 6 | 0.5% | |
| 1841.75 | 1 | 0.1% | |
| 1818.23 | 1 | 0.1% | |
| 1488.14 | 1 | 0.1% |
category_count
Real number (ℝ≥0)
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6614.779385 |
|---|---|
| Minimum | 39 |
| Maximum | 11990 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 708.5 |
| Q1 | 4726 |
| median | 6213 |
| Q3 | 8833 |
| 95-th percentile | 10030 |
| Maximum | 11990 |
| Range | 11951 |
| Interquartile range (IQR) | 4107 |
Descriptive statistics
| Standard deviation | 2753.253071 |
|---|---|
| Coefficient of variation (CV) | 0.4162274977 |
| Kurtosis | -0.2518930364 |
| Mean | 6614.779385 |
| Median Absolute Deviation (MAD) | 1938 |
| Skewness | -0.5960062589 |
| Sum | 7315946 |
| Variance | 7580402.474 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6213 | 227 | 20.5% | |
| 8151 | 200 | 18.1% | |
| 10030 | 144 | 13.0% | |
| 9005 | 77 | 7.0% | |
| 7380 | 61 | 5.5% | |
| 4726 | 58 | 5.2% | |
| 8833 | 52 | 4.7% | |
| 4281 | 34 | 3.1% | |
| 4400 | 32 | 2.9% | |
| 3589 | 24 | 2.2% | |
| 3204 | 20 | 1.8% | |
| 4590 | 20 | 1.8% | |
| 11990 | 18 | 1.6% | |
| 3999 | 17 | 1.5% | |
| 2625 | 14 | 1.3% | |
| 2847 | 11 | 1.0% | |
| 719 | 11 | 1.0% | |
| 1192 | 10 | 0.9% | |
| 705 | 8 | 0.7% | |
| 565 | 7 | 0.6% | |
| 2170 | 6 | 0.5% | |
| 2030 | 5 | 0.5% | |
| 199 | 5 | 0.5% | |
| 247 | 4 | 0.4% | |
| 1163 | 4 | 0.4% | |
| Other values (21) | 37 | 3.3% |
| Value | Count | Frequency (%) | |
| 39 | 1 | 0.1% | |
| 71 | 3 | 0.3% | |
| 145 | 1 | 0.1% | |
| 155 | 1 | 0.1% | |
| 199 | 5 | 0.5% | |
| 219 | 1 | 0.1% | |
| 247 | 4 | 0.4% | |
| 271 | 3 | 0.3% | |
| 272 | 4 | 0.4% | |
| 278 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 11990 | 18 | 1.6% | |
| 10030 | 144 | 13.0% | |
| 9005 | 77 | 7.0% | |
| 8833 | 52 | 4.7% | |
| 8151 | 200 | 18.1% | |
| 7380 | 61 | 5.5% | |
| 6213 | 227 | 20.5% | |
| 4726 | 58 | 5.2% | |
| 4590 | 20 | 1.8% | |
| 4400 | 32 | 2.9% |
Days_to_deliver
Real number (ℝ≥0)
| Distinct | 962 |
|---|---|
| Distinct (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.89471047 |
|---|---|
| Minimum | 2.22818287 |
| Maximum | 144.8952431 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.8 KiB |
Quantile statistics
| Minimum | 2.22818287 |
|---|---|
| 5-th percentile | 10.53071181 |
| Q1 | 17.98866609 |
| median | 22.4016088 |
| Q3 | 26.5552662 |
| 95-th percentile | 35.14960648 |
| Maximum | 144.8952431 |
| Range | 142.6670602 |
| Interquartile range (IQR) | 8.566600116 |
Descriptive statistics
| Standard deviation | 9.536865519 |
|---|---|
| Coefficient of variation (CV) | 0.4165532266 |
| Kurtosis | 32.11593651 |
| Mean | 22.89471047 |
| Median Absolute Deviation (MAD) | 4.328680556 |
| Skewness | 3.423355991 |
| Sum | 25321.54978 |
| Variance | 90.95180392 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 19.46091435 | 9 | 0.8% | |
| 22.4016088 | 7 | 0.6% | |
| 18.66866898 | 6 | 0.5% | |
| 28.52240741 | 6 | 0.5% | |
| 20.58934028 | 6 | 0.5% | |
| 13.08435185 | 6 | 0.5% | |
| 15.41814815 | 5 | 0.5% | |
| 24.41399306 | 5 | 0.5% | |
| 18.38804398 | 5 | 0.5% | |
| 24.45289352 | 5 | 0.5% | |
| 22.20247685 | 5 | 0.5% | |
| 15.28127315 | 5 | 0.5% | |
| 15.01650463 | 5 | 0.5% | |
| 32.05636574 | 5 | 0.5% | |
| 13.60278935 | 4 | 0.4% | |
| 23.56354167 | 4 | 0.4% | |
| 21.25967593 | 4 | 0.4% | |
| 18.21923611 | 3 | 0.3% | |
| 34.32572917 | 3 | 0.3% | |
| 23.08686343 | 3 | 0.3% | |
| 41.2146412 | 3 | 0.3% | |
| 26.32194444 | 3 | 0.3% | |
| 5.371261574 | 2 | 0.2% | |
| 18.05878472 | 2 | 0.2% | |
| 29.03747685 | 2 | 0.2% | |
| Other values (937) | 993 | 89.8% |
| Value | Count | Frequency (%) | |
| 2.22818287 | 1 | 0.1% | |
| 2.251909722 | 1 | 0.1% | |
| 2.549513889 | 1 | 0.1% | |
| 3.364131944 | 1 | 0.1% | |
| 4.056122685 | 1 | 0.1% | |
| 4.305648148 | 1 | 0.1% | |
| 4.709143519 | 1 | 0.1% | |
| 4.961180556 | 1 | 0.1% | |
| 5.371261574 | 2 | 0.2% | |
| 5.52962963 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 144.8952431 | 1 | 0.1% | |
| 106.992338 | 1 | 0.1% | |
| 78.04864583 | 1 | 0.1% | |
| 70.38107639 | 1 | 0.1% | |
| 68.44149306 | 1 | 0.1% | |
| 63.52545139 | 2 | 0.2% | |
| 60.60930556 | 1 | 0.1% | |
| 60.52143519 | 1 | 0.1% | |
| 59.34726852 | 1 | 0.1% | |
| 57.46989583 | 1 | 0.1% |
TargetVar
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 553 | 50.0% | |
| 0 | 553 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | TargetVar | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 21.10 | 5 | 1.0 | 1383.0 | 50.0 | 10.0 | 40.0 | 108.00 | 11990 | 23.389641 | 0 |
| 1 | 15.38 | 1 | 1.0 | 200.0 | 16.0 | 12.0 | 11.0 | 55.28 | 7380 | 13.396435 | 0 |
| 2 | 9.98 | 1 | 1.0 | 173.0 | 18.0 | 13.0 | 12.0 | 90.98 | 8151 | 9.419051 | 0 |
| 3 | 15.38 | 1 | 1.0 | 173.0 | 18.0 | 13.0 | 12.0 | 105.17 | 8151 | 27.405382 | 0 |
| 4 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 93.22 | 8151 | 23.039942 | 0 |
| 5 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 186.44 | 8151 | 22.511319 | 0 |
| 6 | 8.33 | 1 | 1.0 | 321.0 | 19.0 | 14.0 | 13.0 | 186.44 | 8151 | 22.511319 | 0 |
| 7 | 17.60 | 1 | 2.0 | 1750.0 | 37.0 | 22.0 | 40.0 | 59.24 | 4590 | 31.618437 | 0 |
| 8 | 17.60 | 1 | 2.0 | 1750.0 | 37.0 | 22.0 | 40.0 | 8.26 | 4590 | 31.618437 | 0 |
| 9 | 40.37 | 1 | 1.0 | 6550.0 | 20.0 | 20.0 | 20.0 | 189.37 | 8151 | 30.375370 | 0 |
Last rows
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | TargetVar | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1096 | 15.23 | 5 | 2.0 | 175.0 | 19.0 | 11.0 | 14.0 | 8.79 | 4726 | 22.401609 | 1 |
| 1097 | 7.42 | 3 | 1.0 | 150.0 | 16.0 | 16.0 | 16.0 | 87.32 | 8151 | 18.175567 | 1 |
| 1098 | 15.31 | 1 | 4.0 | 188.0 | 17.0 | 6.0 | 12.0 | 45.30 | 4726 | 14.495000 | 1 |
| 1099 | 15.10 | 3 | 2.0 | 250.0 | 16.0 | 2.0 | 11.0 | 97.20 | 6213 | 26.319120 | 1 |
| 1100 | 18.23 | 5 | 1.0 | 183.0 | 18.0 | 3.0 | 11.0 | 39.22 | 4726 | 26.220694 | 1 |
| 1101 | 15.10 | 5 | 1.0 | 150.0 | 16.0 | 16.0 | 11.0 | 41.00 | 9005 | 21.378461 | 1 |
| 1102 | 15.34 | 5 | 1.0 | 180.0 | 17.0 | 10.0 | 13.0 | 99.34 | 8151 | 28.329491 | 1 |
| 1103 | 17.03 | 5 | 1.0 | 167.0 | 16.0 | 11.0 | 15.0 | 102.03 | 8151 | 30.629097 | 1 |
| 1104 | 13.61 | 4 | 1.0 | 150.0 | 16.0 | 14.0 | 11.0 | 83.51 | 8151 | 29.542338 | 1 |
| 1105 | 22.06 | 5 | 4.0 | 250.0 | 16.0 | 2.0 | 20.0 | 66.06 | 6213 | 30.063160 | 1 |
Most frequent
| freight_value | review_score | product_photos_qty | product_weight_g | product_length_cm | product_height_cm | product_width_cm | payment_value | category_count | Days_to_deliver | TargetVar | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 9.34 | 1 | 1.0 | 900.0 | 40.0 | 5.0 | 40.0 | 133.98 | 8833 | 18.668669 | 0 | 6 |
| 23 | 13.37 | 2 | 1.0 | 900.0 | 40.0 | 8.0 | 40.0 | 140.16 | 8833 | 28.522407 | 1 | 6 |
| 32 | 15.23 | 5 | 2.0 | 175.0 | 19.0 | 11.0 | 14.0 | 9.39 | 4726 | 22.401609 | 1 | 6 |
| 36 | 15.92 | 1 | 1.0 | 315.0 | 14.0 | 13.0 | 13.0 | 1949.52 | 4590 | 20.589340 | 0 | 6 |
| 1 | 7.39 | 1 | 1.0 | 50.0 | 20.0 | 5.0 | 15.0 | 86.90 | 3204 | 15.418148 | 0 | 5 |
| 5 | 7.78 | 1 | 1.0 | 50.0 | 20.0 | 20.0 | 18.0 | 211.40 | 8151 | 15.281273 | 0 | 5 |
| 15 | 10.96 | 2 | 6.0 | 400.0 | 16.0 | 12.0 | 12.0 | 144.30 | 7380 | 32.056366 | 0 | 5 |
| 17 | 11.85 | 1 | 2.0 | 100.0 | 28.0 | 17.0 | 11.0 | 86.90 | 7380 | 22.202477 | 0 | 5 |
| 24 | 14.08 | 1 | 2.0 | 900.0 | 40.0 | 8.0 | 40.0 | 120.35 | 8833 | 18.388044 | 1 | 5 |
| 27 | 15.01 | 1 | 1.0 | 400.0 | 35.0 | 35.0 | 25.0 | 975.05 | 8151 | 24.413993 | 0 | 5 |